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Data Mining Techniques

by Arun K Pujari
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Current price ₹697.00
Original price ₹995.00
Original price ₹995.00
Original price ₹995.00
(-30%)
₹697.00
Current price ₹697.00

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Book cover type: Paperback
  • ISBN13: 9789386235053
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Orient Blackswan Pvt Ltd
  • Publisher Imprint: Orient Blackswan Pvt Ltd
  • Publication Date:
  • Pages: 432
  • Original Price: INR 995.0
  • Language: English
  • Edition: N/A
  • Item Weight: 1000 grams
  • BISAC Subject(s): General

This book addresses all the major and latest techniques of data mining. It deals in detail with the algorithms for discovering association rules for clustering and building decision trees, and techniques such as neural networks, genetic algorithms, rough set theory and support vector machine used in data mining. The algorithmic details of different techniques such as Apriori, Pincer-search, Dynamic Itemset Counting, FP-Tree growth, SLIQ, SPRINT, BOAT, CART, RainForest, BIRCH, CURE, BUBBLE, ROCK, STIRR, PAM, CLARANS, DBSCAN, GSP, SPADE and SPIRIT are covered. The book also discusses the mining of web, spatial, temporal and text data. In the third edition, the chapter on data warehousing concepts was thoroughly revised to include multidimensional data modelling and  cube computation. The discussion on genetic algorithms was also expanded as a separate chapter. In the fourth edition, a chapter on ROC curve for visualizing the performance of a binary classifier and the method for computing AUC and its uses has been included.

Students of computer science, mathematical science and management will find this introductory textbook beneficial for a first course on the subject; the exposition of concepts with supporting illustrative examples and exercises makes it suitable for self-study as well.

Arun K Pujari, faculty and Dean of the School of Computer and Information Sciences, University of Hyderabad (UoH), is currently serving as the vice-chancellor of the Central University of Rajasthan. He obtained his post-graduation in mathematics from Sambalpur University (1974) and PhD from IIT Kanpur (1980). He joined UoH in 1985 as a reader and became a professor in 1990. Professor Pujari has wide experience as an administrator. He has served as a member of UGC, DST, DRDO, ISRO and AICTE, and as vice-chancellor of Sambalpur University (November 2008 to November 2011). He has also been on visiting assignments to several institutions that include the Institute of Industrial Sciences, University of Tokyo; International Institute of Software Technology, United Nations University, Macau; University of Memphis, USA; and Griffith University, Australia, among others.

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